基于压缩感知的纠错性能

Henning Zörlein, Dejan E. Lazich, M. Bossert
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引用次数: 5

摘要

在信道编码理论的背景下,对Candes和Tao提出的基于实值压缩感知(CS)的纠错方案进行了评价。实质性的差异,传统的线性分组码在伽罗瓦领域进行审查和解释。介绍了一种统一的信道模型。它可以对更真实的几乎稀疏的信道进行性能评估,这对通信应用很有意义。仿真结果表明,某些基于CS的纠错方案适合于特殊信道。此外,对基于CS的误差校正方案的噪声敏感性进行了解释。
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Performance of error correction based on Compressed Sensing
In this paper, the real-valued Compressed Sensing (CS)-based error correction scheme which was proposed by Candes and Tao is evaluated against the background of channel coding theory. Substantial differences to conventional linear block codes over Galois fields are reviewed and interpreted. A unified channel model is introduced. It enables performance evaluation of more realistic almost sparse channels, which are of interest for communication applications. It is shown by simulations that certain variations of the CS based error correction scheme are suitable for special channels. Additionally, explanations for the noise sensitivity of CS based error correction schemes are given.
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